{"id":"W2891162938","doi":"10.4236/ojrad.2018.83020","title":"Online TI-RADS Calculator","year":2018,"lang":"en","type":"article","venue":"Open Journal of Radiology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital","funders":"","keywords":"Medicine; Thyroid nodules; Thyroid; Radiology; Ultrasound; Nodule (geology); Calculator; Malignancy; Fine-needle aspiration; Medical physics; Biopsy; Internal medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008531051,0.0006849242,0.0007366956,0.008039912,0.0003783826,0.001996372,0.001858647,0.0005954709,0.02889084],"category_scores_gemma":[0.04370353,0.0005041963,0.0009398955,0.004499221,0.0003883711,0.001588425,0.001669686,0.001068511,0.014782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001074605,"about_ca_system_score_gemma":0.002877133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002645432,"about_ca_topic_score_gemma":0.001722878,"domain_scores_codex":[0.99218,0.002588464,0.002151657,0.0008097136,0.002055702,0.0002145188],"domain_scores_gemma":[0.9359369,0.02758006,0.01313098,0.007426488,0.01348311,0.002442445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001067718,0.0009456513,0.1854741,0.001912103,0.000155267,0.0004783077,0.0009526192,0.002258042,0.002812734,0.00201158,0.1139982,0.6879337],"study_design_scores_gemma":[0.0007424778,0.001806291,0.3277746,0.002150357,0.0006774924,0.005060145,0.001219166,0.03175485,0.02847387,0.004733424,0.595162,0.0004453136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"software","genre_scores_codex":[0.3546154,0.00727576,0.206043,0.009033095,0.001410658,0.01017655,0.1164,0.1260149,0.1690306],"genre_scores_gemma":[0.5342358,0.003680087,0.3647498,0.001513342,0.001005889,0.00514614,0.04826039,0.003574385,0.03783405],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.02889084,"threshold_uncertainty_score":0.09664953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03566614424983577,"score_gpt":0.3614804029858935,"score_spread":0.3258142587360577,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}